{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot  as plt\n",
    "\n",
    "from numpy import genfromtxt\n",
    "\n",
    "try:\n",
    "    import cPickle as pickle\n",
    "except ImportError:  # Python 3.x\n",
    "    import pickle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "d={}\n",
    "t = [x/64.0 for x in range(64*128)]\n",
    "t_fft = [x/2.0 for x in range(256)]\n",
    "d[\"t\"] = t\n",
    "d[\"tfft\"] = t_fft\n",
    "\n",
    "my_data = genfromtxt('single_dataFFT250_1.csv', delimiter=';')\n",
    "d[\"single_fft\"] = my_data/1024.0\n",
    "my_data = genfromtxt('single_dataI2S250_1.csv', delimiter=';')\n",
    "d[\"i2s_fft\"] = my_data/1024.0\n",
    "my_data = genfromtxt('single_data250_1.csv', delimiter=';')\n",
    "d[\"single_raw\"] = my_data/1024.0\n",
    "\n",
    "with open('lit3rick_i2s.pkl', 'wb') as fp:\n",
    "    pickle.dump(d, fp, protocol=4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "256.0"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(d[\"single_raw\"])/window"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [],
   "source": [
    "BiVi = []\n",
    "window = 32\n",
    "for k in range(int(len(d[\"single_raw\"])/window)):\n",
    "    start = k*window\n",
    "    stop = k*window+window-1\n",
    "    #print(start,stop,start/256)\n",
    "    BiVi.append(np.max(np.abs(d[\"single_raw\"][start:stop])))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "TFFT = [x +0.25 for x in data[\"tfft\"] ]\n",
    "\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(d[\"t\"],np.abs(d[\"single_raw\"])/np.max(np.abs(d[\"single_raw\"])[2000:8000]),alpha=0.45,label=\"Signal (abs)\")\n",
    "plt.plot(TFFT,BiVi/np.max(BiVi[80:100]), label = \"BV enveloppe\",alpha=0.7)\n",
    "plt.plot(TFFT,d[\"single_fft\"]/np.max(d[\"single_fft\"][80:100]), label = \"Envelope + compression\")\n",
    "plt.title(\"Lit3rick, i2s, acquisitions, with enveloppe detection and compression. Gain=250, PulseWidth (5V only)=30\")\n",
    "plt.ylim((-0.01,1.05))\n",
    "#plt.xlim((40,50))\n",
    "plt.xlabel('us')\n",
    "plt.legend() \n",
    "plt.ylabel('Normalized - first peak')\n",
    "plt.savefig(\"lit3_i2s.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(d[\"t\"],np.abs(d[\"single_raw\"])/np.max(np.abs(d[\"single_raw\"])[2000:8000]),alpha=0.45,label=\"Signal (abs)\")\n",
    "plt.plot(TFFT,BiVi/np.max(BiVi[80:100]), label = \"BV enveloppe\",alpha=0.7)\n",
    "plt.plot(TFFT,d[\"single_fft\"]/np.max(d[\"single_fft\"][80:100]), label = \"Envelope + compression\")\n",
    "plt.title(\"Lit3rick, i2s, acquisitions, detail of enveloppe detection and compression. Gain=250, PulseWidth (5V only)=30\")\n",
    "plt.ylim((-0.01,0.25))\n",
    "plt.xlim((115,128))\n",
    "plt.xlabel('us')\n",
    "plt.ylabel('Normalized - first peak')\n",
    "plt.legend() \n",
    "plt.savefig(\"lit3_i2s_detailed.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,5))\n",
    "plt.plot(d[\"t\"],np.abs(d[\"single_raw\"])/np.max(np.abs(d[\"single_raw\"])[2000:8000]),alpha=0.45,label=\"Signal (abs)\")\n",
    "plt.plot(TFFT,BiVi/np.max(BiVi[80:100]), label = \"BV enveloppe\",alpha=0.7)\n",
    "plt.plot(TFFT,d[\"single_fft\"]/np.max(d[\"single_fft\"][80:100]), label = \"Envelope + compression\")\n",
    "plt.title(\"Lit3rick, i2s, acquisitions, detail of enveloppe detection and compression. Gain=250, PulseWidth (5V only)=30\")\n",
    "\n",
    "#plt.xlim((115,128))\n",
    "plt.xlabel('us')\n",
    "plt.ylabel('Normalized - first peak')\n",
    "plt.yscale(\"log\")\n",
    "plt.legend() \n",
    "plt.savefig(\"lit3_i2s_log.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('lit3rick_i2s.pkl', 'rb') as fp:\n",
    "    data = pickle.load(fp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['t', 'tfft', 'single_fft', 'i2s_fft', 'single_raw'])"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
